├── Figures ├── ablation_amplitude.pdf ├── ablation_phase.pdf ├── appendix_destructive_mixup.pdf ├── appendix_destructive_mixup_2.pdf ├── appendix_destructive_mixup_3.pdf ├── chaos_2.jpg ├── linear_method.gif ├── linear_polar.gif ├── my_method.gif ├── my_method_polar.gif ├── phasor.pdf └── phasor_v2_git.pdf ├── README.md ├── augmentations.py ├── data_preprocess ├── __pycache__ │ ├── base_loader.cpython-36.pyc │ ├── base_loader.cpython-38.pyc │ ├── data_preprocess_hhar.cpython-36.pyc │ ├── data_preprocess_hhar.cpython-38.pyc │ ├── data_preprocess_shar.cpython-36.pyc │ ├── data_preprocess_shar.cpython-38.pyc │ ├── data_preprocess_ucihar.cpython-36.pyc │ ├── data_preprocess_ucihar.cpython-38.pyc │ ├── data_preprocess_utils.cpython-36.pyc │ └── data_preprocess_utils.cpython-38.pyc ├── base_loader.py ├── data_preprocess_dalia.py ├── data_preprocess_ecg.py ├── data_preprocess_hhar.py ├── data_preprocess_ieee_big.py ├── data_preprocess_ieee_small.py ├── data_preprocess_shar.py ├── data_preprocess_ucihar.py ├── data_preprocess_usc.py └── data_preprocess_utils.py ├── elbo_decomposition.py ├── environment.yml ├── lib ├── __pycache__ │ ├── dist.cpython-38.pyc │ ├── flows.cpython-38.pyc │ ├── functions.cpython-38.pyc │ └── utils.cpython-38.pyc ├── dist.py ├── dset ├── flows.py ├── functions.py └── utils.py ├── main.py ├── main_supervised_baseline.py ├── models ├── MMB.py ├── TC.py ├── VAE_models.py ├── __pycache__ │ ├── MMB.cpython-36.pyc │ ├── MMB.cpython-38.pyc │ ├── TC.cpython-36.pyc │ ├── TC.cpython-38.pyc │ ├── attention.cpython-36.pyc │ ├── attention.cpython-38.pyc │ ├── backbones.cpython-36.pyc │ ├── backbones.cpython-38.pyc │ ├── frameworks.cpython-38.pyc │ ├── loss.cpython-36.pyc │ └── loss.cpython-38.pyc ├── attention.py ├── backbones.py ├── frameworks.py └── loss.py ├── new_augmentations.py ├── plot_latent_vs_true.py ├── raw_data_process ├── CPSC&Chapman │ ├── CPSC │ │ └── data_prep_physio.py │ ├── Chapman │ │ └── chapman.m │ └── data_prep_combine.py ├── SPCs&Dalia │ ├── Dalia │ │ └── data_prep_dalia_SSL.py │ └── SPCs │ │ ├── combine_cont.m │ │ ├── data_prep_IEEETest_cont.m │ │ └── data_prep_IEEETrain_cont.m └── USC │ └── usc_prep.m ├── results └── DCL_ucihar_lr0.0001_bs64_sw128.pt ├── runner_function.py ├── trainer.py ├── utils.py ├── vae_IDAA.py └── vae_quant.py /Figures/ablation_amplitude.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/Figures/ablation_amplitude.pdf -------------------------------------------------------------------------------- /Figures/ablation_phase.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/Figures/ablation_phase.pdf -------------------------------------------------------------------------------- /Figures/appendix_destructive_mixup.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/Figures/appendix_destructive_mixup.pdf -------------------------------------------------------------------------------- /Figures/appendix_destructive_mixup_2.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/Figures/appendix_destructive_mixup_2.pdf -------------------------------------------------------------------------------- /Figures/appendix_destructive_mixup_3.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/Figures/appendix_destructive_mixup_3.pdf -------------------------------------------------------------------------------- /Figures/chaos_2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/Figures/chaos_2.jpg -------------------------------------------------------------------------------- /Figures/linear_method.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/Figures/linear_method.gif -------------------------------------------------------------------------------- /Figures/linear_polar.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/Figures/linear_polar.gif -------------------------------------------------------------------------------- /Figures/my_method.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/Figures/my_method.gif -------------------------------------------------------------------------------- /Figures/my_method_polar.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/Figures/my_method_polar.gif -------------------------------------------------------------------------------- /Figures/phasor.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/Figures/phasor.pdf -------------------------------------------------------------------------------- /Figures/phasor_v2_git.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/Figures/phasor_v2_git.pdf -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/README.md -------------------------------------------------------------------------------- /augmentations.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/augmentations.py -------------------------------------------------------------------------------- /data_preprocess/__pycache__/base_loader.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/__pycache__/base_loader.cpython-36.pyc -------------------------------------------------------------------------------- /data_preprocess/__pycache__/base_loader.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/__pycache__/base_loader.cpython-38.pyc -------------------------------------------------------------------------------- /data_preprocess/__pycache__/data_preprocess_hhar.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/__pycache__/data_preprocess_hhar.cpython-36.pyc -------------------------------------------------------------------------------- /data_preprocess/__pycache__/data_preprocess_hhar.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/__pycache__/data_preprocess_hhar.cpython-38.pyc -------------------------------------------------------------------------------- /data_preprocess/__pycache__/data_preprocess_shar.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/__pycache__/data_preprocess_shar.cpython-36.pyc -------------------------------------------------------------------------------- /data_preprocess/__pycache__/data_preprocess_shar.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/__pycache__/data_preprocess_shar.cpython-38.pyc -------------------------------------------------------------------------------- /data_preprocess/__pycache__/data_preprocess_ucihar.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/__pycache__/data_preprocess_ucihar.cpython-36.pyc -------------------------------------------------------------------------------- /data_preprocess/__pycache__/data_preprocess_ucihar.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/__pycache__/data_preprocess_ucihar.cpython-38.pyc -------------------------------------------------------------------------------- /data_preprocess/__pycache__/data_preprocess_utils.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/__pycache__/data_preprocess_utils.cpython-36.pyc -------------------------------------------------------------------------------- /data_preprocess/__pycache__/data_preprocess_utils.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/__pycache__/data_preprocess_utils.cpython-38.pyc -------------------------------------------------------------------------------- /data_preprocess/base_loader.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/base_loader.py -------------------------------------------------------------------------------- /data_preprocess/data_preprocess_dalia.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/data_preprocess_dalia.py -------------------------------------------------------------------------------- /data_preprocess/data_preprocess_ecg.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/data_preprocess_ecg.py -------------------------------------------------------------------------------- /data_preprocess/data_preprocess_hhar.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/data_preprocess_hhar.py -------------------------------------------------------------------------------- /data_preprocess/data_preprocess_ieee_big.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/data_preprocess_ieee_big.py -------------------------------------------------------------------------------- /data_preprocess/data_preprocess_ieee_small.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/data_preprocess_ieee_small.py -------------------------------------------------------------------------------- /data_preprocess/data_preprocess_shar.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/data_preprocess_shar.py -------------------------------------------------------------------------------- /data_preprocess/data_preprocess_ucihar.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/data_preprocess_ucihar.py -------------------------------------------------------------------------------- /data_preprocess/data_preprocess_usc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/data_preprocess_usc.py -------------------------------------------------------------------------------- /data_preprocess/data_preprocess_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/data_preprocess/data_preprocess_utils.py -------------------------------------------------------------------------------- /elbo_decomposition.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/elbo_decomposition.py -------------------------------------------------------------------------------- /environment.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/environment.yml -------------------------------------------------------------------------------- /lib/__pycache__/dist.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/lib/__pycache__/dist.cpython-38.pyc -------------------------------------------------------------------------------- /lib/__pycache__/flows.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/lib/__pycache__/flows.cpython-38.pyc -------------------------------------------------------------------------------- /lib/__pycache__/functions.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/lib/__pycache__/functions.cpython-38.pyc -------------------------------------------------------------------------------- /lib/__pycache__/utils.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/lib/__pycache__/utils.cpython-38.pyc -------------------------------------------------------------------------------- /lib/dist.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/lib/dist.py -------------------------------------------------------------------------------- /lib/dset: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /lib/flows.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/lib/flows.py -------------------------------------------------------------------------------- /lib/functions.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/lib/functions.py -------------------------------------------------------------------------------- /lib/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/lib/utils.py -------------------------------------------------------------------------------- /main.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/main.py -------------------------------------------------------------------------------- /main_supervised_baseline.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/main_supervised_baseline.py -------------------------------------------------------------------------------- /models/MMB.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/MMB.py -------------------------------------------------------------------------------- /models/TC.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/TC.py -------------------------------------------------------------------------------- /models/VAE_models.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/VAE_models.py -------------------------------------------------------------------------------- /models/__pycache__/MMB.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/__pycache__/MMB.cpython-36.pyc -------------------------------------------------------------------------------- /models/__pycache__/MMB.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/__pycache__/MMB.cpython-38.pyc -------------------------------------------------------------------------------- /models/__pycache__/TC.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/__pycache__/TC.cpython-36.pyc -------------------------------------------------------------------------------- /models/__pycache__/TC.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/__pycache__/TC.cpython-38.pyc -------------------------------------------------------------------------------- /models/__pycache__/attention.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/__pycache__/attention.cpython-36.pyc -------------------------------------------------------------------------------- /models/__pycache__/attention.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/__pycache__/attention.cpython-38.pyc -------------------------------------------------------------------------------- /models/__pycache__/backbones.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/__pycache__/backbones.cpython-36.pyc -------------------------------------------------------------------------------- /models/__pycache__/backbones.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/__pycache__/backbones.cpython-38.pyc -------------------------------------------------------------------------------- /models/__pycache__/frameworks.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/__pycache__/frameworks.cpython-38.pyc -------------------------------------------------------------------------------- /models/__pycache__/loss.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/__pycache__/loss.cpython-36.pyc -------------------------------------------------------------------------------- /models/__pycache__/loss.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/__pycache__/loss.cpython-38.pyc -------------------------------------------------------------------------------- /models/attention.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/attention.py -------------------------------------------------------------------------------- /models/backbones.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/backbones.py -------------------------------------------------------------------------------- /models/frameworks.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/frameworks.py -------------------------------------------------------------------------------- /models/loss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/models/loss.py -------------------------------------------------------------------------------- /new_augmentations.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/new_augmentations.py -------------------------------------------------------------------------------- /plot_latent_vs_true.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/plot_latent_vs_true.py -------------------------------------------------------------------------------- /raw_data_process/CPSC&Chapman/CPSC/data_prep_physio.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/raw_data_process/CPSC&Chapman/CPSC/data_prep_physio.py -------------------------------------------------------------------------------- /raw_data_process/CPSC&Chapman/Chapman/chapman.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/raw_data_process/CPSC&Chapman/Chapman/chapman.m -------------------------------------------------------------------------------- /raw_data_process/CPSC&Chapman/data_prep_combine.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/raw_data_process/CPSC&Chapman/data_prep_combine.py -------------------------------------------------------------------------------- /raw_data_process/SPCs&Dalia/Dalia/data_prep_dalia_SSL.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/raw_data_process/SPCs&Dalia/Dalia/data_prep_dalia_SSL.py -------------------------------------------------------------------------------- /raw_data_process/SPCs&Dalia/SPCs/combine_cont.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/raw_data_process/SPCs&Dalia/SPCs/combine_cont.m -------------------------------------------------------------------------------- /raw_data_process/SPCs&Dalia/SPCs/data_prep_IEEETest_cont.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/raw_data_process/SPCs&Dalia/SPCs/data_prep_IEEETest_cont.m -------------------------------------------------------------------------------- /raw_data_process/SPCs&Dalia/SPCs/data_prep_IEEETrain_cont.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/raw_data_process/SPCs&Dalia/SPCs/data_prep_IEEETrain_cont.m -------------------------------------------------------------------------------- /raw_data_process/USC/usc_prep.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/raw_data_process/USC/usc_prep.m -------------------------------------------------------------------------------- /results/DCL_ucihar_lr0.0001_bs64_sw128.pt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/results/DCL_ucihar_lr0.0001_bs64_sw128.pt -------------------------------------------------------------------------------- /runner_function.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/runner_function.py -------------------------------------------------------------------------------- /trainer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/trainer.py -------------------------------------------------------------------------------- /utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/utils.py -------------------------------------------------------------------------------- /vae_IDAA.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/vae_IDAA.py -------------------------------------------------------------------------------- /vae_quant.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eth-siplab/Finding_Order_in_Chaos/HEAD/vae_quant.py --------------------------------------------------------------------------------